Citation: Yicheng Li, Qian Liu, Tianhao Li, Hao Bi, Zhurui Shen. Recent achievements in rare earth modified metal oxides for environmental and energy applications: A review[J]. Chinese Chemical Letters, ;2025, 36(9): 110698. doi: 10.1016/j.cclet.2024.110698 shu

Recent achievements in rare earth modified metal oxides for environmental and energy applications: A review

Yicheng Li ^b ,
Qian Liu ^a ,
Tianhao Li ^a ,
Hao Bi ^a ,
Zhurui Shen ^{a, *,}

a.
School of Materials Science and Engineering and Smart Sensing Interdisciplinary Science Center, Nankai University, Tianjin 300350, China
b.
Data Science Institution, City University of Hong Kong, Hong Kong 999077, China

shenzhurui@nankai.edu.cn

Received Date: 31 October 2024
Revised Date: 25 November 2024
Accepted Date: 27 November 2024
Available Online: 28 November 2024

Figures(13)

Rare earth metal elements include lanthanide elements as well as scandium and yttrium, totaling seventeen metal elements. Due to the wide application prospects of rare earth metal elements in various fields such as luminescent materials, magnetic materials, catalytic materials, electronic devices, they have an important strategic position. In the field of electrocatalysis, rare earth metal elements have great potential for development due to their unique 4f electron layer structure, spin orbit coupling, high reactivity, controllable coordination number, and rich optical properties. However, there is currently a lack of systematic reviews on the modification strategies of rare earth metal elements and the latest developments in electrocatalysis. Therefore, in order to stimulate the enthusiasm of researchers, this review focuses on the application progress of rare earth metal element modified metal oxides in multiple fields such as wastewater treatment, hydrogen peroxide synthesis, hydrogen evolution reaction (HER), carbon dioxide reduction reaction (CO₂RR), nitrogen reduction reaction (NRR) and machine learning assisted research. In depth analysis of its electrocatalytic mechanism in various application scenarios and key factors affecting electrocatalytic performance. This review is of great significance for further developing high-performance and multifunctional electrocatalysts, and is expected to provide strong support for the development of energy, environment, and chemical industries.
- Rare earth metal,
- Electrocatalysis,
- Metal oxides,
- Machine learning,
- Environment and energy
1. [1]
  R.A. Barreto, Fossil fuels, Econ. Model. 75 (2018) 196–220. doi: 10.1016/j.econmod.2018.06.019
2. [2]
  D. Gielen, F. Boshell, D. Saygin, et al., Energy Strategy Rev. 24 (2019) 38–50. doi: 10.1016/j.esr.2019.01.006
3. [3]
  S.A. Neves, A.C. Marques, Res. Transp. Econ. 90 (2021) 101036. doi: 10.1016/j.retrec.2021.101036
4. [4]
  R. Li, H. Lee, Renew. Energy 189 (2022) 435–443. doi: 10.1016/j.renene.2022.03.011
5. [5]
  A. Rehman, M. Radulescu, L.M. Cismas, et al., Energies. 15 (2022) 7180. doi: 10.3390/en15197180
6. [6]
  M.R. Hossain, S. Singh, G.D. Sharma, S.A. Apostu, P. Bansal, Energy Policy 174 (2023) 113469. doi: 10.1016/j.enpol.2023.113469
7. [7]
  Y. Liu, H. Tang, A. Muhammad, G. Huang, Greenh. Gases 9 (2019) 160–174. doi: 10.1002/ghg.1848
8. [8]
  Y. Sun, Y. Jiang, H. Wei, et al., Nano Today 57 (2024) 102378. doi: 10.1016/j.nantod.2024.102378
9. [9]
  Z. Long, Q. Li, T. Wei, G. Zhang, Z. Ren, J. Hazard. Mater. 395 (2020) 122599. doi: 10.1016/j.jhazmat.2020.122599
10. [10]
  X. Li, W. Wang, F. Dong, et al., ACS Catal. 11 (2021) 4739–4769. doi: 10.1021/acscatal.0c05354
11. [11]
  H. Wang, X. Li, X. Zhao, et al., Chinese J. Catal. 43 (2022) 178–214. doi: 10.1016/S1872-2067(21)63910-4
12. [12]
  N. Liu, Z. Sun, H. Zhang, et al., Sci. Total Environ. 875 (2023) 162603. doi: 10.1016/j.scitotenv.2023.162603
13. [13]
  M. Zeng, Y. Li, M. Mao, et al., ACS Catal. 5 (2015) 3278–3286. doi: 10.1021/acscatal.5b00292
14. [14]
  W. Qian, Z. Wu, Y. Jia, et al., Electrochem. Commun. 81 (2017) 124–127. doi: 10.1016/j.elecom.2017.06.017
15. [15]
  Y. Bai, J. Zhao, S. Feng, X. Liang, C. Wang, ChemComm 55 (2019) 4651–4654. doi: 10.1039/c9cc01479a
16. [16]
  Y. Shi, M. Li, Y. Yu, B. Zhang, Energy Environ. Sci. 13 (2020) 4564–4582. doi: 10.1039/d0ee02577a
17. [17]
  A. Mahmood, W. Guo, H. Tabassum, R. Zou, Adv. Energy Mater. 6 (2016) 1600423. doi: 10.1002/aenm.201600423
18. [18]
  L. Peng, L. Shang, T. Zhang, G.I.N. Waterhouse, Adv. Energy Mater. 10 (2020) 2003018. doi: 10.1002/aenm.202003018
19. [19]
  Z. Pu, T. Liu, I.S. Amiinu, et al., Adv. Funct. Mater. 30 (2020) 2004009. doi: 10.1002/adfm.202004009
20. [20]
  S. Sarkar, A. Biswas, E.E. Siddharthan, R. Thapa, R.S. Dey, ACS Nano 16 (2022) 7890–7903. doi: 10.1021/acsnano.2c00547
21. [21]
  K. Hagos, J. Zong, D. Li, C. Liu, X. Lu, Renew. Sustain. Energy Rev. 76 (2017) 1485–1496. doi: 10.1016/j.rser.2016.11.184
22. [22]
  J. Filer, H.H. Ding, S. Chang, Water. 11 (2019) 921. doi: 10.3390/w11050921
23. [23]
  S. Manikandan, S. Vickram, R. Sirohi, et al., Bioresour. Technol. 372 (2023) 128679. doi: 10.1016/j.biortech.2023.128679
24. [24]
  S. Kattel, W. Yu, X. Yang, et al., Angew. Chem. Int. Ed. 55 (2016) 7968–7973. doi: 10.1002/anie.201601661
25. [25]
  J.C. Vedrine, Catalysts 7 (2017) 341. doi: 10.3390/catal7110341
26. [26]
  J.S. Kim, B. Kim, H. Kim, K. Kang, Adv. Energy Mater. 8 (2018) 1702774. doi: 10.1002/aenm.201702774
27. [27]
  R. Lang, X. Du, Y. Huang, et al., Chem. Rev. 120 (2020) 11986–12043. doi: 10.1021/acs.chemrev.0c00797
28. [28]
  Y. Li, Y. Zhang, K. Qian, W. Huang, ACS Catal. 12 (2022) 1268–1287. doi: 10.1021/acscatal.1c04854
29. [29]
  X. Chen, H. Wang, W. An, L. Liu, W. Cui, Prog. Chem. 34 (2022) 2361–2372.
30. [30]
  H. Wu, D. Zhang, B.X. Lei, Z.Q. Liu, ChemPlusChem 87 (2022) e202200097. doi: 10.1002/cplu.202200097
31. [31]
  S.E. Jun, J.K. Lee, S. Ryu, H.W. Jang, ChemCatChem 15 (2023) e202300926. doi: 10.1002/cctc.202300926
32. [32]
  J. Huang, L. Zou, S. Wang, et al., J. Solid State Chem. 336 (2024) 124779. doi: 10.1016/j.jssc.2024.124779
33. [33]
  Y. You, S. Huang, M. Chen, K.M. Parker, Z. He, J. Hazard. Mater. 424 (2022) 127376. doi: 10.1016/j.jhazmat.2021.127376
34. [34]
  Q. Cheng, M. Huang, L. Xiao, et al., ACS Catal. 13 (2023) 4021–4029. doi: 10.1021/acscatal.2c06228
35. [35]
  W. Du, Y. Wu, Z. Nie, X. Su, T. Zuo, Rare Metal Mater. Eng. 35 (2006) 1345–1349.
36. [36]
  S. Zhang, S.E. Saji, Z. Yin, et al., Adv. Mater. 33 (2021) 2005988. doi: 10.1002/adma.202005988
37. [37]
  Y. Zhong, X. Qian, C. Ma, K. Liu, H. Zhang, Acta Chim. Sin. 81 (2023) 1624–1632. doi: 10.6023/a23070323
38. [38]
  H. Xue, G. Lv, L. Wang, T.A. Zhang, Miner. Eng. 215 (2024) 108796. doi: 10.1016/j.mineng.2024.108796
39. [39]
  Y. Zhang, M. Yang, Y.X. Gao, F. Wang, X. Huang, Sci. China Chem. 46 (2003) 252–258. doi: 10.1007/BF02883045
40. [40]
  A. Witkowska, B. Padlyak, J. Rybicki, Opt. Mater. 30 (2008) 699–702. doi: 10.1016/j.optmat.2007.02.013
41. [41]
  J. Hao, K. Zhang, P. Ren, et al., J. Alloys Compd. 814 (2020) 152339. doi: 10.1016/j.jallcom.2019.152339
42. [42]
  A.U. Hasanah, P.L. Gareso, N. Rauf, D. Tahir, Chembioeng. Rev. 10 (2023) 698–710. doi: 10.1002/cben.202300004
43. [43]
  S.L. Liu, L.Y. Xu, S.J. Xie, Q.X. Wang, G.X. Xiong, Appl. Catal. A 211 (2001) 145–152. doi: 10.1016/S0926-860X(00)00865-6
44. [44]
  Z. Hou, W. Pei, X. Zhang, et al., J. Rare Earths 38 (2020) 819–839. doi: 10.1016/j.jre.2020.01.011
45. [45]
  J. Feng, X. Zhang, J. Wang, et al., Catal. Sci. Technol. 11 (2021) 6330–6343. doi: 10.1039/d1cy01156a
46. [46]
  W. Judge, K. Ng, G. Moldoveanu, et al., Hydrometallurgy 218 (2023) 106054. doi: 10.1016/j.hydromet.2023.106054
47. [47]
  G. Moldoveanu, G. Kolliopoulos, W. Judge, et al., Hydrometallurgy 223 (2024) 106194. doi: 10.1016/j.hydromet.2023.106194
48. [48]
  Y. Jiang, H. Fu, Z. Liang, et al., Chem. Soc. Rev. 53 (2024) 714–763. doi: 10.1039/d3cs00708a
49. [49]
  X. Wang, J. Wang, P. Wang, et al., Adv. Mater. 34 (2022) 2206540. doi: 10.1002/adma.202206540
50. [50]
  Y. Zhu, X. Wang, X. Zhu, et al., Small. 19 (2023) 2206531. doi: 10.1002/smll.202206531
51. [51]
  C. Fan, X. Wang, X. Wu, et al., Adv. Energy Mater. 13 (2023) 2203244. doi: 10.1002/aenm.202203244
52. [52]
  R. Zhao, Z. Chen, Q. Li, et al., Chem. Catal. 2 (2022) 3590–3606.
53. [53]
  O. Malta, J. Non-Cryst. Solids 354 (2008) 4770–4776. doi: 10.1016/j.jnoncrysol.2008.04.023
54. [54]
  A. Zhang, Y. Liang, H. Zhang, Z. Geng, J. Zeng, Chem. Soc. Rev. 50 (2021) 9817–9844. doi: 10.1039/d1cs00330e
55. [55]
  S. Li, L. Xia, J. Li, et al., Energy Environ. Mater. 7 (2024) e12560. doi: 10.1002/eem2.12560
56. [56]
  L. Li, S. Liu, L. Ying, et al., Int. J. Hydrogen Energy 85 (2024) 818–831. doi: 10.1016/j.ijhydene.2024.08.364
57. [57]
  J. Liu, P. Li, J. Bi, et al., J. Am. Chem. Soc. 145 (2023) 23037–23047. doi: 10.1021/jacs.3c05562
58. [58]
  S. Chen, Z. Zheng, Q. Li, et al., J. Mater. Chem. A. 11 (2023) 1944–1953. doi: 10.1039/d2ta06801j
59. [59]
  Y. Song, Z. Han, K. Song, T. Zhen, Front. Pharmacol. 11 (2020) 491. doi: 10.3389/fphar.2020.00491
60. [60]
  H. Xi, T. Li, Sci. Total Environ. 954 (2024) 176261. doi: 10.1016/j.scitotenv.2024.176261
61. [61]
  J.Q. Jiang, N.J.D. Graham, Water SA 24 (1998) 237–244.
62. [62]
  N. Tambo, T. Kamei, Water Sci. Technol. 37 (1998) 31–41. doi: 10.2166/wst.1998.0371
63. [63]
  Y. Gan, C. Ding, B. Xu, et al., J. Hazard. Mater. 442, (2023) 130072. doi: 10.1016/j.jhazmat.2022.130072
64. [64]
  G.W. Kajjumba, E.J. Marti, Chemosphere 309 (2022) 136462. doi: 10.1016/j.chemosphere.2022.136462
65. [65]
  O. Tünay, Water Sci. Technol. 48 (2003) 43–52.
66. [66]
  V.V. Samonin, M.L. Podvyaznikov, V.N. Solov'ev, et al., Russ. J. Appl. Chem. 86 (2013) 1220–1224. doi: 10.1134/S1070427213080119
67. [67]
  T. Zhou, S. Song, R. Min, X. Liu, G. Zhang, Mar. Pollut. Bull. 201 (2024) 116202. doi: 10.1016/j.marpolbul.2024.116202
68. [68]
  Y. Bai, H. Chen, H. Cheng, et al., Sep. Purif. Technol. 341 (2024) 126956. doi: 10.1016/j.seppur.2024.126956
69. [69]
  J. Wang, X. Guo, J. Hazard. Mater. 390 (2020) 122156. doi: 10.1016/j.jhazmat.2020.122156
70. [70]
  P.F. Pinheiro do Nascimento, E.L. de Barros Neto, J.F. de Sousa, et al., Chem. Eng. Echnol. 44 (2021) 2199–2209. doi: 10.1002/ceat.202100295
71. [71]
  Y. Zhang, W. Zhang, H. Zhang, D. He, Molecules, 28 (2023) 3231. doi: 10.3390/molecules28073231
72. [72]
  L. Ma, X. Dong, M. Chen, et al., Membranes, 7 (2017) 16. doi: 10.3390/membranes7010016
73. [73]
  M. Zhou, J. Chen, S. Yu, et al., Chem. Eng. J. 451, (2023) 139009. doi: 10.1016/j.cej.2022.139009
74. [74]
  P.D. Sutrisna, K.A. Kurnia, U.W.R. Siagian, S. Ismadji, I.G. Wenten, J. Environ. Chem. Eng. 10 (2022) 107532. doi: 10.1016/j.jece.2022.107532
75. [75]
  L. Li, M. Ye, X. Gan, T. Xiao, Z. Zhu, Desalination Water Treat. 304 (2023) 36–46. doi: 10.5004/dwt.2023.29788
76. [76]
  C. Comninellis, A. Kapalka, S. Malato, et al., J. Chem. Technol. Biotechnol. 83 (2008) 769–776. doi: 10.1002/jctb.1873
77. [77]
  K. Guo, Z. Wu, C. Chen, et al., Acc. Chem. Res. 55, (2022) 286–297. doi: 10.1021/acs.accounts.1c00269
78. [78]
  M.P. Rayaroth, C.T. Aravindakumar, N.S. Shah, et al., Chem. Eng. J. 430 (2022) 133002. doi: 10.1016/j.cej.2021.133002
79. [79]
  J.Y. Hu, Z.S. Wang, W.J. Ng, S.L. Ong, Water Res. 33 (1999) 2587–2592. doi: 10.1016/S0043-1354(98)00482-5
80. [80]
  Fahmi, W. Nishijima, M. Okada, J. Water Supply Res. Technol. 52 (2003) 291–297. doi: 10.2166/aqua.2003.0027
81. [81]
  E. Nazlabadi, E.K. Niaragh, M.R.A. Moghaddam, Desalination Water Treat. 228 (2021) 92–120. doi: 10.5004/dwt.2021.27315
82. [82]
  J. Chen, J. Wan, C. Li, Y. Wei, H. Shi, J. Hazard. Mater. 437 (2022) 129393. doi: 10.1016/j.jhazmat.2022.129393
83. [83]
  W. Pei, Y. Wang, Y. Liu, et al., Sep. Purif. Technol. 344 (2024) 127157. doi: 10.1016/j.seppur.2024.127157
84. [84]
  W. Zhao, G. Wang, P. Li, et al., ACS ES & T Water. 4 (2024) 1411–1421. doi: 10.1021/acsestwater.3c00575
85. [85]
  A. Wuorimaa, R. Jokela, R. Aksela, Nord. Pulp Paper Res. J. 21 (2006) 435–443. doi: 10.3183/npprj-2006-21-04-p435-443
86. [86]
  L. Ji, J. Liu, C. Qian, X. Chen, Chin. J. Org. Chem. 32 (2012) 254–265. doi: 10.6023/cjoc1103243
87. [87]
  L. An, T. Zhao, X. Yan, X. Zhou, P. Tan, Sci. Bull. 60 (2015) 55–64. doi: 10.1007/s11434-014-0694-7
88. [88]
  Q. Ma, Y. Xue, J. Guo, X. Peng, Catalysts. 13 (2023) 21.
89. [89]
  S.C. Perry, S. Mavrikis, L. Wang, C.P. de Leon, Curr. Opin. Electrochem. 30 (2021) 100792. doi: 10.1016/j.coelec.2021.100792
90. [90]
  P.J. Espinoza-Montero, P. Alulema-Pullupaxi, B.A. Frontana-Uribe, C.E. Barrera-Diaz, Curr. Opin. Solid State Mater. Sci. 26 (2022) 100988. doi: 10.1016/j.cossms.2022.100988
91. [91]
  X. Yan, W.W. Shi, X.Z. Wang, New Carbon Mater. 37 (2022) 223–235. doi: 10.1007/978-3-030-94514-5_23
92. [92]
  W. Peng, H. Tan, X. Liu, F. Hou, J. Liang, Energy Fuels. 37 (2023) 17863–17874. doi: 10.1021/acs.energyfuels.3c02732
93. [93]
  Y. Liu, B. Wei, L. Yang, et al., J. Environ. Chem. Eng. 12 (2024) 112972. doi: 10.1016/j.jece.2024.112972
94. [94]
  W. Yuan, J. Li, H. Yang, et al., J. Electroanal. Chem. 971 (2024) 118604. doi: 10.1016/j.jelechem.2024.118604
95. [95]
  M. Cheng, Z. Li, T. Xu, et al., Electrochim. Acta. 430 (2022) 141091. doi: 10.1016/j.electacta.2022.141091
96. [96]
  I. Hota, A.K. Debnath, K.P. Muthe, K.S.K. Varadwaj, P. Parhi, Electroanalysis 32 (2020) 2521–2527. doi: 10.1002/elan.202060099
97. [97]
  P. Chen, J. Jia, Z. Cheng, et al., Arab. J. Chem. 17 (2024) 105624. doi: 10.1016/j.arabjc.2024.105624
98. [98]
  K. Song, H. Zhang, Z. Lin, et al., Adv. Funct. Mater. 34 (2024) 2312672. doi: 10.1002/adfm.202312672
99. [99]
  T.X. Huang, X. Cong, S.S. Wu, et al., Nat. Catal. 7 (2024) 1–9. doi: 10.5194/agile-giss-5-29-2024
100. [100]
  Y. Zhu, Q. Lin, Y. Zhong, et al., Energy Environ. Sci. 13 (2020) 3361–3392. doi: 10.1039/d0ee02485f
101. [101]
  Y. Ji, J. Liu, S. Hao, et al., Inorg. Chem. Front. 7 (2020) 2533–2537. doi: 10.1039/d0qi00437e
102. [102]
  Y. Jiang, Z. Liang, H. Fu, et al., J. Am. Chem. Soc. 146 (2024) 9012–9025. doi: 10.1021/jacs.3c13367
103. [103]
  D. Ghosh, D.J.L. Pradhan, Langmuir. 39 (2023) 3358–3370. doi: 10.1021/acs.langmuir.2c03242
104. [104]
  Y. Zhang, W. Liao, G. Zhang, J. Power Sources 512 (2021) 230514. doi: 10.1016/j.jpowsour.2021.230514
105. [105]
  X. Du, Y. Ding, X. Zhang, Appl. Surf. Sci. 562 (2021) 150227. doi: 10.1016/j.apsusc.2021.150227
106. [106]
  S. Shibli, M.A. Sha, J. Alloys Compd. 749 (2018) 250–261. doi: 10.1016/j.jallcom.2018.03.274
107. [107]
  C. Li, P. Wang, M. He, et al., Coord. Chem. Rev. 489 (2023) 215204. doi: 10.1016/j.ccr.2023.215204
108. [108]
  W. Zhang, A. Yu, H. Mao, et al., J. Am. Chem. Soc. 146 (2024) 21335–21347. doi: 10.1021/jacs.4c02786
109. [109]
  Q. Zhang, Y. Chen, S. Yan, et al., Energy Environ. Sci. 17 (2024) 2309–2314. doi: 10.1039/d4ee00087k
110. [110]
  D. Li, K. Yang, J. Lian, J. Yan, S. Liu, Adv. Energy Mater. 12 (2022) 2201070. doi: 10.1002/aenm.202201070
111. [111]
  P.P. Yang, M.R. Gao, Chem. Soc. Rev. 52 (2023) 4343–4380. doi: 10.1039/d2cs00849a
112. [112]
  I.U. Din, M.S. Shaharun, M.A. Alotaibi, A.I. Alharthi, A. Naeem, J. CO2 Util. 34 (2019) 20–33.
113. [113]
  L. Song, Z. Liang, M. Sun, B. Huang, Y.J.E. Du, Energy Environ. Sci. 15 (2022) 3494–3502. doi: 10.1039/d2ee01710e
114. [114]
  L. Xue, C. Zhang, J. Wu, et al., Appl. Catal. B 304 (2022) 120951. doi: 10.1016/j.apcatb.2021.120951
115. [115]
  X. Yan, C. Chen, Y. Wu, et al., Chem. Sci. 12 (2021) 6638–6645. doi: 10.1039/d1sc01117k
116. [116]
  R. Yu, C. Qiu, Z. Lin, et al., ACS Mater. Lett. 4 (2022) 1749–1755. doi: 10.1021/acsmaterialslett.2c00512
117. [117]
  J. Feng, L. Wu, S. Liu, et al., J. Am. Chem. Soc. 145 (2023) 9857–9866. doi: 10.1021/jacs.3c02428
118. [118]
  X. Ren, Y. Gao, L. Zheng, et al., Surf. 23 (2021) 100923.
119. [119]
  R. Schlögl, Angew. Chem. Int. Ed. 42 (2003) 2004–2008. doi: 10.1002/anie.200301553
120. [120]
  H.P. Jia, E.A. Quadrelli, Chem. Soc. Rev. 43 (2014) 547–564. doi: 10.1039/C3CS60206K
121. [121]
  C.J. Van der Ham, M.T. Koper, D.G. Hetterscheid, Chem. Soc. Rev. 43 (2014) 5183–5191. doi: 10.1039/C4CS00085D
122. [122]
  X. Cui, C. Tang, Q. Zhang, Adv. Energy Mater., Chem. Soc. Rev. 8 (2018) 1800369. doi: 10.1002/aenm.201800369
123. [123]
  X. Chen, N. Li, Z. Kong, W.J. Ong, X. Zhao, Mater. Horiz. 5 (2018) 9–27. doi: 10.1039/C7MH00557A
124. [124]
  T. Xu, J. Liang, S. Li, et al., A.M.J.S.S. Asiri, Small Sci. 1 (2021) 2000069.
125. [125]
  C. Lv, C. Yan, G. Chen, et al., Angew. Chem. Int. Ed. 130 (2018) 6181–6184. doi: 10.1002/ange.201801538
126. [126]
  B. Xu, Z. Liu, W. Qiu, et al., Electrochim. Acta, 298 (2019) 106–111. doi: 10.1016/j.electacta.2018.12.084
127. [127]
  X. Li, L. Li, X. Ren, et al., Ind. Eng. Chem. Res. 57 (2018) 16622–16627. doi: 10.1021/acs.iecr.8b04045
128. [128]
  B. Xu, L. Xia, F. Zhou, et al., ACS Sustain. Chem. Eng. 7 (2019) 2889–2893. doi: 10.1021/acssuschemeng.8b05007
129. [129]
  G. Liu, Z. Cui, M. Han, et al., Chem. Eur. J. 25 (2019) 5904–5911. doi: 10.1002/chem.201806377
130. [130]
  G.S. Handelman, H.K. Kok, R.V. Chandra, et al., J. Intern. Med. 284 (2018) 603–619. doi: 10.1111/joim.12822
131. [131]
  T.U. Rehman, M.S. Mahmud, Y.K. Chang, J. Jin, J. Shin, Comput. Electron. Agric. 156 (2019) 585–605. doi: 10.1016/j.compag.2018.12.006
132. [132]
  T. Jiang, J.L. Gradus, A.J. Rosellini, Behav. Ther. 51 (2020) 675–687. doi: 10.1016/j.beth.2020.05.002
133. [133]
  A. Boehnlein, M. Diefenthaler, N. Sato, et al., Rev. Mod. Phys. 94 (2022) 031003. doi: 10.1103/RevModPhys.94.031003
134. [134]
  J.G. Greener, S.M. Kandathil, L. Moffat, D.T. Jones, Nat. Rev. Mol. Cell Biol, 23 (2022) 40–55. doi: 10.1038/s41580-021-00407-0
135. [135]
  C. Zhou, C. Chen, P. Hu, H. Wang, J. Am. Chem. Soc. 145 (2023) 21897–21903. doi: 10.1021/jacs.3c06166
136. [136]
  M.H. Du, Y. Dai, L.P. Jiang, et al., J. Am. Chem. Soc. 145 (2023) 23188–23195. doi: 10.1021/jacs.3c07635
137. [137]
  A. Mikolajczyk, E. Wyrzykowska, P. Mazierski, A. Zaleska-Medynska, T. Puzyn, J. Nadolna, Appl. Catal. B 346 (2024) 123744. doi: 10.1016/j.apcatb.2024.123744
138. [138]
  M. Sun, T. Wu, A.W. Dougherty, et al., Adv. Energy Mater. 11 (2021) 2003796. doi: 10.1002/aenm.202003796
1. [1]
  Shanru Feng , Ling Wen , Li Zhang , Qinyu Jiang , Bozhao Zhang , Guohao Wu , Yue Wu , Jiabin Chen , Youcai Han , Chuhao Liu , Yu-Wu Zhong , Jiannian Yao . Magnetic field controlled electrocatalysis from a multidimensional catalytic perspective: Mechanisms, applications, and prospects for energy conversion. Chinese Journal of Structural Chemistry, 2025, 44(11): 100662-100662. doi: 10.1016/j.cjsc.2025.100662
2. [2]
  Han-Bin Liu , Xiaoyu Cheng , Zhou Guo , Juan Yang , Fuwen Tan , Donghui Lan , Jian-Ping Tan , Bing Yi , Weixin Zhai , Qing-Hui Guo . CrownBind-IA: A machine learning model predicting binding constants between crown ethers and alkali metal ions. Chinese Chemical Letters, 2025, 36(12): 111149-. doi: 10.1016/j.cclet.2025.111149
3. [3]
  Hao Chen , Haiyuan Liao , Qi Zhou , Yang Liu , Guojun Liu , Yuan Yao . Electronegativity-oriented coordination regulation of main-group metal single-atom catalysts for oxygen reduction to H₂O₂: A combined study of first-principles and machine learning. Chinese Chemical Letters, 2026, 37(3): 110711-. doi: 10.1016/j.cclet.2024.110711
4. [4]
  Qingbai Tian , BingLiang Yu , Zhihao Li , Wei Hong , Qian Li , Xing Xu . Versatile catalytic membranes anchored with metal-nitrogen based metal oxides for ultrafast Fenton-like oxidation. Chinese Chemical Letters, 2025, 36(6): 110322-. doi: 10.1016/j.cclet.2024.110322
5. [5]
  Ming Yue , Yi-Rong Wang , Jia-Yong Weng , Jia-Li Zhang , Da-Yu Chi , Mingjin Shi , Xiao-Gang Hu , Yifa Chen , Shun-Li Li , Ya-Qian Lan . Multi-metal porous crystalline materials for electrocatalysis applications. Chinese Chemical Letters, 2025, 36(6): 110049-. doi: 10.1016/j.cclet.2024.110049
6. [6]
  Lu Li , Jianing Shen , Qinkun Xiao , Chaozheng He , Jinzhou Zheng , Chaoqin Chu , Chen Chen . Stable crystal structure prediction using machine learning-based formation energy and empirical potential function. Chinese Chemical Letters, 2025, 36(11): 110421-. doi: 10.1016/j.cclet.2024.110421
7. [7]
  Xiang Ao , Fucheng Wu , Lin Yu , Kai Zhao , Muhammad Humayun , Chundong Wang . Tailoring antiperovskite carbide for electrocatalysis hydrogen evolution applications. Chinese Journal of Structural Chemistry, 2026, 45(4): 100851-100851. doi: 10.1016/j.cjsc.2025.100851
8. [8]
  Zhongyin Zhao , Yunfan Fu , Sihui Chen , Zhenye Liang , Shaoru Cheng , Xueshan Hu , Yunchao Yin , Jinlong Yang , Yang Liu , Jiayu Wan . Exploring the composition space of quinary metal oxides for oxygen evolution reaction on an automated platform. Chinese Chemical Letters, 2026, 37(6): 111829-. doi: 10.1016/j.cclet.2025.111829
9. [9]
  Qingyun Hu , Wei Wang , Junyuan Lu , He Zhu , Qi Liu , Yang Ren , Hong Wang , Jian Hui . High-throughput screening of high energy density LiMn_1-xFe_xPO₄ via active learning. Chinese Chemical Letters, 2025, 36(2): 110344-. doi: 10.1016/j.cclet.2024.110344
10. [10]
  Yuting Wu , Haifeng Lv , Xiaojun Wu . Design of two-dimensional porous covalent organic framework semiconductors for visible-light-driven overall water splitting: A theoretical perspective. Chinese Journal of Structural Chemistry, 2024, 43(11): 100375-100375. doi: 10.1016/j.cjsc.2024.100375
11. [11]
  Honglin Chen , Rupeng Wang , Zixiang He , Shih-Hsin Ho . Data-driven insights into nonradical activation mechanisms for biochar inverse design: A synergistic approach using DFT and machine learning with meta-analysis. Chinese Chemical Letters, 2026, 37(2): 111372-. doi: 10.1016/j.cclet.2025.111372
12. [12]
  Zonglin Li , Shihua Zou , Zining Wang , Georgeta Postole , Liang Hu , Hongying Zhao . Machine learning in electrochemical oxidation process: A mini-review. Chinese Chemical Letters, 2025, 36(8): 110526-. doi: 10.1016/j.cclet.2024.110526
13. [13]
  Yunzhe Zheng , Si Sun , Jiali Liu , Qingyu Zhao , Heng Zhang , Jing Zhang , Peng Zhou , Zhaokun Xiong , Chuan-Shu He , Bo Lai . Application of machine learning for material prediction and design in the environmental remediation. Chinese Chemical Letters, 2025, 36(9): 110722-. doi: 10.1016/j.cclet.2024.110722
14. [14]
  Xinyu Wu , Jianfeng Lu , Zihao Zhu , Suijun Liu , Herui Wen . Recent advances of metal-organic frameworks and MOF-derived materials based on p-block metal for the electrochemical reduction of carbon dioxide. Chinese Chemical Letters, 2025, 36(7): 110151-. doi: 10.1016/j.cclet.2024.110151
15. [15]
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16. [16]
  Teng Long , Haiqing Wang . Super-hybrid transition metal sulfide nanoarrays of NiS nanoparticle/WS₂ nanosheet/Ni₃S₄ nanoparticle with abundant plane- and edge-type active interfaces for robust all-pH hydrogen evolution. Chinese Chemical Letters, 2026, 37(3): 110623-. doi: 10.1016/j.cclet.2024.110623
17. [17]
  Zixing Xu , Ruiying Chen , Chuanming Hao , Qionghong Xie , Chunhui Deng , Nianrong Sun . Peptidome data-driven comprehensive individualized monitoring of membranous nephropathy with machine learning. Chinese Chemical Letters, 2024, 35(5): 108975-. doi: 10.1016/j.cclet.2023.108975
18. [18]
  Xu He , Wenjie Gao , Jinglei Xu , Zhanjun Cheng , Wenchao Peng , Beibei Yan , Guanyi Chen , Ning Li . Machine learning-assisted construction of C=O and pyridinic N active sites in sludge-based catalysts. Chinese Chemical Letters, 2025, 36(12): 111019-. doi: 10.1016/j.cclet.2025.111019
19. [19]
  Shuang Li , Penghui Yuan , Xinyi Zhang , Meiru Liu , Dezhi Yang , Linglei Kong , Li Zhang , Yang Lu , Guanhua Du . Revolutionizing sepsis therapy: Machine learning-driven co-crystallization reveals emodin's therapeutic potential. Chinese Chemical Letters, 2026, 37(2): 111289-. doi: 10.1016/j.cclet.2025.111289
20. [20]
  Na Qin , Wenxin Guo , Fangxiu Li , Houfeng Zhang , Hong Liu , Chang Zhang , Lipiao Bao , Lei Liu , Muneerah Alomar , Siqi Zhao , Jian Zhang , Xing Lu . Recent advances in machine learning-driven discovery of alloy electrocatalysts for hydrogen evolution reaction. Chinese Chemical Letters, 2026, 37(3): 112021-. doi: 10.1016/j.cclet.2025.112021

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